{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LHPqAfoY0TO0"
      },
      "source": [
        "# Implementation of a KAN for classification\n",
        "In this notebook I implement a Kolmogorov-Arnold Network (KAN) for the use of classification and compare it against a neural network of a similar architecture."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LRMpDTp_cVt5"
      },
      "source": [
        "## Initialisations"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t1n3Plr3bvLI",
        "outputId": "8475228e-f645-4581-ee4a-bd9b9d35b279"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting pykan\n",
            "  Downloading pykan-0.2.6-py3-none-any.whl.metadata (11 kB)\n",
            "Downloading pykan-0.2.6-py3-none-any.whl (77 kB)\n",
            "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/77.3 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.3/77.3 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: pykan\n",
            "Successfully installed pykan-0.2.6\n"
          ]
        }
      ],
      "source": [
        "!pip install pykan"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qrVEGBzEcUQc",
        "outputId": "cedab461-6d85-40be-e13a-d29040484853"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cuda\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "from kan import *\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.datasets import load_iris\n",
        "from sklearn.model_selection import train_test_split\n",
        "import moviepy.video.io.ImageSequenceClip\n",
        "\n",
        "if torch.cuda.is_available():\n",
        "  device = torch.device(\"cuda\")\n",
        "else:\n",
        "  device = torch.device(\"cpu\")\n",
        "\n",
        "print(device)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7RE1svm9cXkX"
      },
      "source": [
        "## Loading the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "wMwDaT0icUJD"
      },
      "outputs": [],
      "source": [
        "def load_iris_dataset():\n",
        "    # Load iris dataset\n",
        "    iris = load_iris()\n",
        "    data = iris.data\n",
        "    target = iris.target\n",
        "\n",
        "    # Convert to PyTorch tensors\n",
        "    data_tensor = torch.tensor(data, dtype=torch.float32)\n",
        "    target_tensor = torch.tensor(target, dtype=torch.long)\n",
        "\n",
        "    # Split dataset into train and test sets\n",
        "    train_data, test_data, train_target, test_target = train_test_split(data_tensor, target_tensor, test_size=0.2, random_state=42)\n",
        "\n",
        "    # Create data loaders (optional, if you want to batch and shuffle the data)\n",
        "    train_loader = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(train_data, train_target), batch_size=1, shuffle=True)\n",
        "    test_loader = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(test_data, test_target), batch_size=1, shuffle=False)\n",
        "\n",
        "    train_inputs = torch.empty(0, 4, device=device)\n",
        "    train_labels = torch.empty(0, dtype=torch.long, device=device)\n",
        "    test_inputs = torch.empty(0, 4, device=device)\n",
        "    test_labels = torch.empty(0, dtype=torch.long, device=device)\n",
        "\n",
        "    # Concatenate all data into a single tensor on the specified device\n",
        "    for data, labels in train_loader:\n",
        "        train_inputs = torch.cat((train_inputs, data.to(device)), dim=0)\n",
        "        train_labels = torch.cat((train_labels, labels.to(device)), dim=0)\n",
        "\n",
        "    for data, labels in test_loader:\n",
        "        test_inputs = torch.cat((test_inputs, data.to(device)), dim=0)\n",
        "        test_labels = torch.cat((test_labels, labels.to(device)), dim=0)\n",
        "\n",
        "    dataset = {}\n",
        "    dataset['train_input'] = train_inputs\n",
        "    dataset['test_input'] = test_inputs\n",
        "    dataset['train_label'] = train_labels\n",
        "    dataset['test_label'] = test_labels\n",
        "\n",
        "    return dataset\n",
        "\n",
        "iris_dataset = load_iris_dataset()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wDBtdgGocUHM",
        "outputId": "48928bee-1f43-4f67-b733-ffff14aa0980"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train data shape: torch.Size([120, 4])\n",
            "Train target shape: torch.Size([120])\n",
            "Test data shape: torch.Size([30, 4])\n",
            "Test target shape: torch.Size([30])\n",
            "====================================\n"
          ]
        }
      ],
      "source": [
        "print(\"Train data shape: {}\".format(iris_dataset['train_input'].shape))\n",
        "print(\"Train target shape: {}\".format(iris_dataset['train_label'].shape))\n",
        "print(\"Test data shape: {}\".format(iris_dataset['test_input'].shape))\n",
        "print(\"Test target shape: {}\".format(iris_dataset['test_label'].shape))\n",
        "print(\"====================================\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pwH3fq4hcUFM",
        "outputId": "4548df00-4f8b-4217-ef0b-190ae9d4f029"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "sepal_length: 7.0\n",
            "sepal_width: 3.200000047683716\n",
            "petal_length: 4.699999809265137\n",
            "petal_width: 1.399999976158142\n",
            "Target (numerical): 1\n",
            "Actual Label: versicolor\n"
          ]
        }
      ],
      "source": [
        "def print_example_data_point(dataset):\n",
        "    # Get column names from the dataset\n",
        "    column_names = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
        "\n",
        "    # Get a single data point from the dataset\n",
        "    example_data_point = dataset['train_input'][0]\n",
        "\n",
        "    # Get the corresponding target for the example data point\n",
        "    example_target = int(dataset['train_label'][0])\n",
        "\n",
        "    # Map numerical target to actual string label\n",
        "    target_names = ['setosa', 'versicolor', 'virginica']\n",
        "    actual_label = target_names[example_target]\n",
        "\n",
        "    # Print column names and their corresponding values\n",
        "    for i, column_name in enumerate(column_names):\n",
        "        print(f\"{column_name}: {example_data_point[i]}\")\n",
        "\n",
        "    # Print the target value and the actual string label\n",
        "    print(f\"Target (numerical): {example_target}\")\n",
        "    print(f\"Actual Label: {actual_label}\")\n",
        "\n",
        "print_example_data_point(iris_dataset)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D7ERosp1iM17"
      },
      "source": [
        "## Creating and Training the KAN"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 862
        },
        "id": "xkjQDBTnNFHw",
        "outputId": "3feb9173-abf1-41ed-e20c-55eed662a0a3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "checkpoint directory created: ./model\n",
            "saving model version 0.0\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 44 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "image_folder = 'video_img'\n",
        "\n",
        "model = KAN(width=[4, 5, 3], grid=5, k=3, seed=0, device=device)\n",
        "\n",
        "model(iris_dataset['train_input'])\n",
        "model.plot(beta=100, scale=1, in_vars=['SL', 'SW', 'PL', 'PW'], out_vars=['Set', 'Ver', 'Vir'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OhNKU6T1iLWe"
      },
      "outputs": [],
      "source": [
        "def train_acc():\n",
        "    return torch.mean((torch.argmax(model(iris_dataset['train_input']), dim=1) == iris_dataset['train_label']).float())\n",
        "\n",
        "def test_acc():\n",
        "    return torch.mean((torch.argmax(model(iris_dataset['test_input']), dim=1) == iris_dataset['test_label']).float())\n",
        "\n",
        "results = model.fit(iris_dataset, opt=\"Adam\", metrics=(train_acc, test_acc),\n",
        "                      loss_fn=torch.nn.CrossEntropyLoss(), steps=100, lamb=0.01, lamb_entropy=10., save_fig=True, img_folder=image_folder)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H8UbnTTY00hQ",
        "outputId": "3505c38b-ad59-4c8a-8511-b6b7b6a56baa"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(0.9916667342185974, 1.0)"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "results['train_acc'][-1], results['test_acc'][-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 790
        },
        "id": "s5v5Bwb508Dz",
        "outputId": "58378dd2-fd2a-4efc-c864-a26ab0a5fbc1"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 29 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model.plot(scale=1, in_vars=['SL', 'SW', 'PL', 'PW'], out_vars=['Set', 'Ver', 'Vir'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yPbmkBTBNSDe",
        "outputId": "6138d1c6-9489-4575-8600-b0a42421cb0c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Moviepy - Building video video.mp4.\n",
            "Moviepy - Writing video video.mp4\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": []
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Moviepy - Done !\n",
            "Moviepy - video ready video.mp4\n"
          ]
        }
      ],
      "source": [
        "video_name='video'\n",
        "fps=10\n",
        "\n",
        "fps = fps\n",
        "files = os.listdir(image_folder)\n",
        "train_index = []\n",
        "for file in files:\n",
        "    if file[0].isdigit() and file.endswith('.jpg'):\n",
        "        train_index.append(int(file[:-4]))\n",
        "\n",
        "train_index = np.sort(train_index)\n",
        "\n",
        "image_files = [image_folder+'/'+str(train_index[index])+'.jpg' for index in train_index]\n",
        "\n",
        "clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n",
        "clip.write_videofile(video_name+'.mp4')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 790
        },
        "id": "Z9k_bxhZnyM3",
        "outputId": "60cacac3-2a0b-4550-a692-f09c431b1dfa"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 29 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model = model.prune()\n",
        "model(iris_dataset['train_input'])\n",
        "model.plot(scale=1, in_vars=['SL', 'SW', 'PL', 'PW'], out_vars=['Set', 'Ver', 'Vir'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l0Z6nsb0n3Dm",
        "outputId": "6f30bf64-1f5c-4646-9aa8-796c143f133d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "train loss: 7.16e-02 | test loss: 6.30e-04 | reg: 1.90e+02 : 100%|██| 50/50 [00:03<00:00, 13.39it/s]\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "(1.0, 1.0)"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# fine tune\n",
        "results_1 = model.fit(iris_dataset, opt=\"Adam\", metrics=(train_acc, test_acc),\n",
        "                      loss_fn=torch.nn.CrossEntropyLoss(), steps=50, lamb=0.01, lamb_entropy=10.)\n",
        "results_1['train_acc'][-1], results_1['test_acc'][-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 790
        },
        "id": "CQhg3n7btzap",
        "outputId": "b95b026d-035c-44fd-cf7f-df45cf66e8f9"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 29 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model.plot(scale=1, in_vars=['SL', 'SW', 'PL', 'PW'], out_vars=['Set', 'Ver', 'Vir'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kyrcyf8JuAuB",
        "outputId": "3b169b04-c5ab-4b14-f52b-717fc21aec62"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "fixing (0,0,0) with sin, r2=0.982427716255188\n",
            "fixing (0,0,1) with x^4, r2=0.6987423300743103\n",
            "fixing (0,0,2) with sin, r2=0.9889000058174133\n",
            "fixing (0,0,3) with tan, r2=0.9882276058197021\n",
            "fixing (0,1,0) with tan, r2=0.4733222723007202\n",
            "fixing (0,1,1) with abs, r2=0.8994225859642029\n",
            "fixing (0,1,2) with tanh, r2=0.8682439923286438\n",
            "fixing (0,1,3) with tanh, r2=0.9043585062026978\n",
            "fixing (0,2,0) with abs, r2=0.9056949019432068\n",
            "fixing (0,2,1) with tanh, r2=0.9953678250312805\n",
            "fixing (0,2,2) with tanh, r2=0.972773551940918\n",
            "fixing (0,2,3) with sin, r2=0.9797467589378357\n",
            "fixing (0,3,0) with tanh, r2=0.8848587274551392\n",
            "fixing (0,3,1) with sin, r2=0.9421924352645874\n",
            "fixing (0,3,2) with tan, r2=0.8548747301101685\n",
            "fixing (0,3,3) with tanh, r2=0.9997387528419495\n",
            "fixing (1,0,0) with exp, r2=0.9963303208351135\n",
            "fixing (1,0,1) with tan, r2=0.9846572279930115\n",
            "fixing (1,0,2) with tan, r2=0.36151474714279175\n",
            "fixing (1,1,0) with tanh, r2=0.9940226674079895\n",
            "fixing (1,1,1) with tanh, r2=0.8743965029716492\n",
            "fixing (1,1,2) with sin, r2=0.6037055850028992\n",
            "fixing (1,2,0) with sin, r2=0.7356982231140137\n",
            "fixing (1,2,1) with sin, r2=0.7848127484321594\n",
            "fixing (1,2,2) with sin, r2=0.9366006255149841\n",
            "fixing (1,3,0) with x^2, r2=0.9993475079536438\n",
            "fixing (1,3,1) with x^2, r2=0.999976396560669\n",
            "fixing (1,3,2) with x^2, r2=0.9985895156860352\n"
          ]
        }
      ],
      "source": [
        "lib = ['x','x^2','x^3','x^4','exp','log','sqrt','tanh','sin','tan','abs']\n",
        "model.auto_symbolic(lib=lib)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kkEQdHhVaIA6"
      },
      "outputs": [],
      "source": [
        "formula1, formula2, formula3 = model.symbolic_formula()[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 113
        },
        "id": "1qLP-rzBbYNQ",
        "outputId": "7da02b64-8b6d-46d9-bcf8-f77edf5aa7a8"
      },
      "outputs": [
        {
          "data": {
            "text/latex": [
              "$\\displaystyle 1.61 \\left(- \\sin{\\left(0.55 x_{3} + 9.34 \\right)} + 0.12 \\tan{\\left(0.57 x_{1} - 9.4 \\right)} + 0.25 \\tanh{\\left(1.81 x_{2} - 4.89 \\right)} - 0.28 \\tanh{\\left(2.29 x_{4} - 4.25 \\right)} + 0.43\\right)^{2} - 153.19 e^{0.12 \\sin{\\left(2.56 x_{1} + 3.0 \\right)} + 0.21 \\tanh{\\left(10.0 x_{4} - 8.8 \\right)} - 0.16 \\left|{1.59 x_{3} - 6.98}\\right|} - 0.01 \\sin{\\left(4.91 \\sin{\\left(1.43 x_{1} + 1.21 \\right)} + 0.01 \\tan{\\left(0.75 x_{4} - 3.48 \\right)} - 1.43 \\tanh{\\left(2.67 x_{2} - 10.0 \\right)} + 2.27 \\tanh{\\left(2.18 x_{3} - 9.12 \\right)} + 9.85 \\right)} + 63.66 \\tanh{\\left(248.65 \\left(1 - 0.16 x_{1}\\right)^{4} + 0.36 \\sin{\\left(2.83 x_{4} + 1.75 \\right)} - 1.56 \\tanh{\\left(1.13 x_{3} - 3.4 \\right)} - 0.23 \\left|{3.23 x_{2} - 9.88}\\right| + 1.2 \\right)} + 14.34$"
            ],
            "text/plain": [
              "1.61*(-sin(0.55*x_3 + 9.34) + 0.12*tan(0.57*x_1 - 9.4) + 0.25*tanh(1.81*x_2 - 4.89) - 0.28*tanh(2.29*x_4 - 4.25) + 0.43)**2 - 153.19*exp(0.12*sin(2.56*x_1 + 3.0) + 0.21*tanh(10.0*x_4 - 8.8) - 0.16*Abs(1.59*x_3 - 6.98)) - 0.01*sin(4.91*sin(1.43*x_1 + 1.21) + 0.01*tan(0.75*x_4 - 3.48) - 1.43*tanh(2.67*x_2 - 10.0) + 2.27*tanh(2.18*x_3 - 9.12) + 9.85) + 63.66*tanh(248.65*(1 - 0.16*x_1)**4 + 0.36*sin(2.83*x_4 + 1.75) - 1.56*tanh(1.13*x_3 - 3.4) - 0.23*Abs(3.23*x_2 - 9.88) + 1.2) + 14.34"
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "formula1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6r55VXgagrpx"
      },
      "outputs": [],
      "source": [
        "from sympy import *\n",
        "\n",
        "simplify(formula1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CBD58aME1Rvd"
      },
      "source": [
        "# Implementation of a Neural Network for comparison"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tbhg0iWQ1FX-"
      },
      "source": [
        "## Misc Functions\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WxOUQTTiuAja"
      },
      "outputs": [],
      "source": [
        "class IrisNet(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(IrisNet, self).__init__()\n",
        "        self.fc1 = nn.Linear(4, 5)  # 4 inputs to 5 hidden nodes\n",
        "        self.relu = nn.ReLU()\n",
        "        self.fc2 = nn.Linear(5, 3)  # 5 hidden nodes to 3 outputs\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = self.fc1(x)\n",
        "        x = self.relu(x)\n",
        "        x = self.fc2(x)\n",
        "        return x\n",
        "\n",
        "def train_model(model, train_loader, criterion, optimizer, num_epochs=100):\n",
        "    model.train()\n",
        "    for epoch in range(num_epochs):\n",
        "        for inputs, labels in train_loader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)  # Move data to the specified device\n",
        "            optimizer.zero_grad()\n",
        "            outputs = model(inputs)\n",
        "            loss = criterion(outputs, labels)\n",
        "            loss.backward()\n",
        "            optimizer.step()\n",
        "        print(f'Epoch {epoch+1}, Loss: {loss.item()}')\n",
        "\n",
        "def test_model(model, test_loader):\n",
        "    model.eval()\n",
        "    correct = 0\n",
        "    total = 0\n",
        "    with torch.no_grad():\n",
        "        for inputs, labels in test_loader:\n",
        "            inputs, labels = inputs.to(device), labels.to(device)  # Move data to the specified device\n",
        "            outputs = model(inputs)\n",
        "            _, predicted = torch.max(outputs.data, 1)\n",
        "            total += labels.size(0)\n",
        "            correct += (predicted == labels).sum().item()\n",
        "    accuracy = 100 * correct / total\n",
        "    print(f'Accuracy: {accuracy}%')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "B-99o3TR1uN1"
      },
      "outputs": [],
      "source": [
        "def load_iris_dataset():\n",
        "    # Load California housing dataset\n",
        "    iris = load_iris()\n",
        "    data = iris.data\n",
        "    target = iris.target\n",
        "\n",
        "    # Convert to PyTorch tensors\n",
        "    data_tensor = torch.tensor(data, dtype=torch.float32)\n",
        "    target_tensor = torch.tensor(target, dtype=torch.long)\n",
        "\n",
        "    # Split dataset into train and test sets\n",
        "    train_data, test_data, train_target, test_target = train_test_split(data_tensor, target_tensor, test_size=0.2, random_state=42)\n",
        "\n",
        "    # Create data loaders (optional, if you want to batch and shuffle the data)\n",
        "    train_loader = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(train_data, train_target), batch_size=10, shuffle=True)\n",
        "    test_loader = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(test_data, test_target), batch_size=10, shuffle=False)\n",
        "\n",
        "    return train_loader, test_loader\n",
        "\n",
        "train_loader, test_loader = load_iris_dataset()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EYqLajz01MlN"
      },
      "source": [
        "## Train and Evaluate the NN"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DbsyfVGd1cX1",
        "outputId": "d1707839-21ed-4bde-b410-6c3383e71bcd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1, Loss: 1.1046617031097412\n",
            "Epoch 2, Loss: 1.1225650310516357\n",
            "Epoch 3, Loss: 1.0680893659591675\n",
            "Epoch 4, Loss: 0.9915264844894409\n",
            "Epoch 5, Loss: 0.9711987376213074\n",
            "Epoch 6, Loss: 0.9036468267440796\n",
            "Epoch 7, Loss: 0.8250921964645386\n",
            "Epoch 8, Loss: 0.6290246248245239\n",
            "Epoch 9, Loss: 0.6160851716995239\n",
            "Epoch 10, Loss: 0.44596853852272034\n",
            "Epoch 11, Loss: 0.37375524640083313\n",
            "Epoch 12, Loss: 0.4781257212162018\n",
            "Epoch 13, Loss: 0.4095308184623718\n",
            "Epoch 14, Loss: 0.2539527714252472\n",
            "Epoch 15, Loss: 0.43136683106422424\n",
            "Epoch 16, Loss: 0.3023141622543335\n",
            "Epoch 17, Loss: 0.29709500074386597\n",
            "Epoch 18, Loss: 0.29055076837539673\n",
            "Epoch 19, Loss: 0.31990209221839905\n",
            "Epoch 20, Loss: 0.3938140571117401\n",
            "Epoch 21, Loss: 0.1482616513967514\n",
            "Epoch 22, Loss: 0.2888256013393402\n",
            "Epoch 23, Loss: 0.32962092757225037\n",
            "Epoch 24, Loss: 0.21530695259571075\n",
            "Epoch 25, Loss: 0.33484864234924316\n",
            "Epoch 26, Loss: 0.20054343342781067\n",
            "Epoch 27, Loss: 0.187308207154274\n",
            "Epoch 28, Loss: 0.12558236718177795\n",
            "Epoch 29, Loss: 0.17206576466560364\n",
            "Epoch 30, Loss: 0.17790241539478302\n",
            "Epoch 31, Loss: 0.21707434952259064\n",
            "Epoch 32, Loss: 0.16957822442054749\n",
            "Epoch 33, Loss: 0.230697363615036\n",
            "Epoch 34, Loss: 0.05397326499223709\n",
            "Epoch 35, Loss: 0.06960541009902954\n",
            "Epoch 36, Loss: 0.13440962135791779\n",
            "Epoch 37, Loss: 0.18044956028461456\n",
            "Epoch 38, Loss: 0.2396334707736969\n",
            "Epoch 39, Loss: 0.13019314408302307\n",
            "Epoch 40, Loss: 0.12133040279150009\n",
            "Epoch 41, Loss: 0.07649637758731842\n",
            "Epoch 42, Loss: 0.2695613503456116\n",
            "Epoch 43, Loss: 0.12735828757286072\n",
            "Epoch 44, Loss: 0.07418982684612274\n",
            "Epoch 45, Loss: 0.055055152624845505\n",
            "Epoch 46, Loss: 0.23585911095142365\n",
            "Epoch 47, Loss: 0.043019432574510574\n",
            "Epoch 48, Loss: 0.06082570552825928\n",
            "Epoch 49, Loss: 0.358104407787323\n",
            "Epoch 50, Loss: 0.09447966516017914\n",
            "Epoch 51, Loss: 0.23857519030570984\n",
            "Epoch 52, Loss: 0.2400837391614914\n",
            "Epoch 53, Loss: 0.029744718223810196\n",
            "Epoch 54, Loss: 0.05171138048171997\n",
            "Epoch 55, Loss: 0.03400801494717598\n",
            "Epoch 56, Loss: 0.05780673027038574\n",
            "Epoch 57, Loss: 0.15641283988952637\n",
            "Epoch 58, Loss: 0.1273714005947113\n",
            "Epoch 59, Loss: 0.042711205780506134\n",
            "Epoch 60, Loss: 0.09451869875192642\n",
            "Epoch 61, Loss: 0.02026722952723503\n",
            "Epoch 62, Loss: 0.04274408891797066\n",
            "Epoch 63, Loss: 0.043851934373378754\n",
            "Epoch 64, Loss: 0.037651848047971725\n",
            "Epoch 65, Loss: 0.08216796815395355\n",
            "Epoch 66, Loss: 0.05341467261314392\n",
            "Epoch 67, Loss: 0.042020395398139954\n",
            "Epoch 68, Loss: 0.22190435230731964\n",
            "Epoch 69, Loss: 0.01767723821103573\n",
            "Epoch 70, Loss: 0.23059113323688507\n",
            "Epoch 71, Loss: 0.038275860249996185\n",
            "Epoch 72, Loss: 0.022867050021886826\n",
            "Epoch 73, Loss: 0.03451428934931755\n",
            "Epoch 74, Loss: 0.010112222284078598\n",
            "Epoch 75, Loss: 0.06644723564386368\n",
            "Epoch 76, Loss: 0.11889394372701645\n",
            "Epoch 77, Loss: 0.06352359056472778\n",
            "Epoch 78, Loss: 0.2834969460964203\n",
            "Epoch 79, Loss: 0.02414923533797264\n",
            "Epoch 80, Loss: 0.018850136548280716\n",
            "Epoch 81, Loss: 0.24249815940856934\n",
            "Epoch 82, Loss: 0.052258770912885666\n",
            "Epoch 83, Loss: 0.0808882862329483\n",
            "Epoch 84, Loss: 0.13192197680473328\n",
            "Epoch 85, Loss: 0.2475743591785431\n",
            "Epoch 86, Loss: 0.1739390641450882\n",
            "Epoch 87, Loss: 0.13481688499450684\n",
            "Epoch 88, Loss: 0.02848955988883972\n",
            "Epoch 89, Loss: 0.049945563077926636\n",
            "Epoch 90, Loss: 0.0926380604505539\n",
            "Epoch 91, Loss: 0.014692884869873524\n",
            "Epoch 92, Loss: 0.11858586966991425\n",
            "Epoch 93, Loss: 0.2146824598312378\n",
            "Epoch 94, Loss: 0.016331125050783157\n",
            "Epoch 95, Loss: 0.05046125128865242\n",
            "Epoch 96, Loss: 0.089837446808815\n",
            "Epoch 97, Loss: 0.012905190698802471\n",
            "Epoch 98, Loss: 0.019610291346907616\n",
            "Epoch 99, Loss: 0.1230207234621048\n",
            "Epoch 100, Loss: 0.05628040432929993\n"
          ]
        }
      ],
      "source": [
        "model = IrisNet().to(device)\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=0.01)\n",
        "\n",
        "train_model(model, train_loader, criterion, optimizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YzW2F_Rd3vhh",
        "outputId": "b3bbbb1c-e5d5-40d1-a87f-a1ef1311c69b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 100.0%\n"
          ]
        }
      ],
      "source": [
        "test_model(model, test_loader)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "7RE1svm9cXkX",
        "D7ERosp1iM17",
        "CBD58aME1Rvd",
        "tbhg0iWQ1FX-"
      ],
      "gpuType": "L4",
      "machine_shape": "hm",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "venv",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.9.21"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
